A hollow base bullet- like an SS109 M16 bullet (one I know REALLY well) would most certainly tumble when falling backwards, greatly reducing its rotational velocity (at least in the original vector).

If it still has a high rotation (seems likely), it will not tumble upon falling backwards. Though incidentally, the larger caliber bullets will have a (significantly) higher moment of inertia, and thus are more likely to retain their rotation.